In this project, you'll generate your own Simpsons TV scripts using RNNs. You'll be using part of the Simpsons dataset of scripts from 27 seasons. The Neural Network you'll build will generate a new TV script for a scene at Moe's Tavern.
The data is already provided for you. You'll be using a subset of the original dataset. It consists of only the scenes in Moe's Tavern. This doesn't include other versions of the tavern, like "Moe's Cavern", "Flaming Moe's", "Uncle Moe's Family Feed-Bag", etc..
"""
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"""
import helper
data_dir = './data/simpsons/moes_tavern_lines.txt'
text = helper.load_data(data_dir)
# Ignore notice, since we don't use it for analysing the data
text = text[81:]
Play around with view_sentence_range to view different parts of the data.
view_sentence_range = (0, 10)
"""
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"""
import numpy as np
print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in text.split()})))
scenes = text.split('\n\n')
print('Number of scenes: {}'.format(len(scenes)))
sentence_count_scene = [scene.count('\n') for scene in scenes]
print('Average number of sentences in each scene: {}'.format(np.average(sentence_count_scene)))
sentences = [sentence for scene in scenes for sentence in scene.split('\n')]
print('Number of lines: {}'.format(len(sentences)))
word_count_sentence = [len(sentence.split()) for sentence in sentences]
print('Average number of words in each line: {}'.format(np.average(word_count_sentence)))
print()
print('The sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
Dataset Stats Roughly the number of unique words: 11492 Number of scenes: 262 Average number of sentences in each scene: 15.248091603053435 Number of lines: 4257 Average number of words in each line: 11.50434578341555 The sentences 0 to 10: Moe_Szyslak: (INTO PHONE) Moe's Tavern. Where the elite meet to drink. Bart_Simpson: Eh, yeah, hello, is Mike there? Last name, Rotch. Moe_Szyslak: (INTO PHONE) Hold on, I'll check. (TO BARFLIES) Mike Rotch. Mike Rotch. Hey, has anybody seen Mike Rotch, lately? Moe_Szyslak: (INTO PHONE) Listen you little puke. One of these days I'm gonna catch you, and I'm gonna carve my name on your back with an ice pick. Moe_Szyslak: What's the matter Homer? You're not your normal effervescent self. Homer_Simpson: I got my problems, Moe. Give me another one. Moe_Szyslak: Homer, hey, you should not drink to forget your problems. Barney_Gumble: Yeah, you should only drink to enhance your social skills.
The first thing to do to any dataset is preprocessing. Implement the following preprocessing functions below:
To create a word embedding, you first need to transform the words to ids. In this function, create two dictionaries:
vocab_to_intint_to_vocabReturn these dictionaries in the following tuple (vocab_to_int, int_to_vocab)
import numpy as np
import problem_unittests as tests
def create_lookup_tables(text):
"""
Create lookup tables for vocabulary
:param text: The text of tv scripts split into words
:return: A tuple of dicts (vocab_to_int, int_to_vocab)
"""
# TODO: Implement Function
text_sorted = sorted(list(set(text)))
vocab_to_int = dict((word, i) for i, word in enumerate(text_sorted))
int_to_vocab = dict((i, word) for i, word in enumerate(text_sorted))
return (vocab_to_int, int_to_vocab)
"""
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"""
tests.test_create_lookup_tables(create_lookup_tables)
Tests Passed
We'll be splitting the script into a word array using spaces as delimiters. However, punctuations like periods and exclamation marks make it hard for the neural network to distinguish between the word "bye" and "bye!".
Implement the function token_lookup to return a dict that will be used to tokenize symbols like "!" into "||Exclamation_Mark||". Create a dictionary for the following symbols where the symbol is the key and value is the token:
This dictionary will be used to token the symbols and add the delimiter (space) around it. This separates the symbols as it's own word, making it easier for the neural network to predict on the next word. Make sure you don't use a token that could be confused as a word. Instead of using the token "dash", try using something like "||dash||".
def token_lookup():
"""
Generate a dict to turn punctuation into a token.
:return: Tokenize dictionary where the key is the punctuation and the value is the token
"""
# TODO: Implement Function
values = ['||Period||','||Comma||','||Quotation_Mark||','||Semicolon||','||Exclamation_mark||','||Question_mark||','||Left_Parentheses||','||Right_Parentheses||','||Dash||','||Return||']
keys = ['.', ',', '"', ';', '!', '?', '(', ')', '--','\n']
return (dict(zip(keys,values)))
"""
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"""
tests.test_tokenize(token_lookup)
Tests Passed
Running the code cell below will preprocess all the data and save it to file.
"""
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"""
# Preprocess Training, Validation, and Testing Data
helper.preprocess_and_save_data(data_dir, token_lookup, create_lookup_tables)
This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.
"""
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"""
import helper
import numpy as np
import problem_unittests as tests
int_text, vocab_to_int, int_to_vocab, token_dict = helper.load_preprocess()
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the get_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
name parameter.Return the placeholders in the following the tuple (Input, Targets, LearingRate)
def get_inputs():
"""
Create TF Placeholders for input, targets, and learning rate.
:return: Tuple (input, targets, learning rate)
"""
# TODO: Implement Function
Input = tf.placeholder(tf.int32,[None,None],name = 'input')
Targets = tf.placeholder(tf.int32,[None,None],name = 'Targets')
LearningRate = tf.placeholder(tf.float32,None,name = 'LearningRate')
return Input, Targets, LearningRate
"""
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"""
tests.test_get_inputs(get_inputs)
Tests Passed
Stack one or more BasicLSTMCells in a MultiRNNCell.
rnn_sizezero_state() functiontf.identity()Return the cell and initial state in the following tuple (Cell, InitialState)
def get_init_cell(batch_size, rnn_size):
"""
Create an RNN Cell and initialize it.
:param batch_size: Size of batches
:param rnn_size: Size of RNNs
:return: Tuple (cell, initialize state)
"""
# TODO: Implement Function
lstm_layers = 2
keep_prob = 0.5
lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)
drop = tf.contrib.rnn.DropoutWrapper(lstm, output_keep_prob=keep_prob)
cell = tf.contrib.rnn.MultiRNNCell([drop] * lstm_layers)
initial_state = cell.zero_state(batch_size, tf.int32)
initial_state = tf.identity(initial_state, name='initial_state')
return cell, initial_state
"""
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"""
tests.test_get_init_cell(get_init_cell)
Tests Passed
Apply embedding to input_data using TensorFlow. Return the embedded sequence.
def get_embed(input_data, vocab_size, embed_dim):
"""
Create embedding for <input_data>.
:param input_data: TF placeholder for text input.
:param vocab_size: Number of words in vocabulary.
:param embed_dim: Number of embedding dimensions
:return: Embedded input.
"""
# TODO: Implement Function
embedding = tf.Variable(tf.random_uniform((vocab_size, embed_dim), -1, 1))
embedded = tf.nn.embedding_lookup(embedding, input_data)
return embedded
"""
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"""
tests.test_get_embed(get_embed)
Tests Passed
You created a RNN Cell in the get_init_cell() function. Time to use the cell to create a RNN.
tf.nn.dynamic_rnn()tf.identity()Return the outputs and final_state state in the following tuple (Outputs, FinalState)
def build_rnn(cell, inputs):
"""
Create a RNN using a RNN Cell
:param cell: RNN Cell
:param inputs: Input text data
:return: Tuple (Outputs, Final State)
"""
# TODO: Implement Function
outputs, final_state = tf.nn.dynamic_rnn(cell, inputs, dtype=tf.float32)
final_state = tf.identity(final_state, name='final_state')
return outputs, final_state
"""
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"""
tests.test_build_rnn(build_rnn)
Tests Passed
Apply the functions you implemented above to:
input_data using your get_embed(input_data, vocab_size, embed_dim) function.cell and your build_rnn(cell, inputs) function.vocab_size as the number of outputs.Return the logits and final state in the following tuple (Logits, FinalState)
def build_nn(cell, rnn_size, input_data, vocab_size):
"""
Build part of the neural network
:param cell: RNN cell
:param rnn_size: Size of rnns
:param input_data: Input data
:param vocab_size: Vocabulary size
:return: Tuple (Logits, FinalState)
"""
# TODO: Implement Function
embed = get_embed(input_data, vocab_size, rnn_size)
outputs, final_state = build_rnn(cell, embed)
logits = tf.contrib.layers.fully_connected(outputs, vocab_size,
weights_initializer=tf.truncated_normal_initializer(stddev=0.01),
biases_initializer=tf.zeros_initializer(),
activation_fn=None)
return logits, final_state
"""
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"""
tests.test_build_nn(build_nn)
Tests Passed
Implement get_batches to create batches of input and targets using int_text. The batches should be a Numpy array with the shape (number of batches, 2, batch size, sequence length). Each batch contains two elements:
[batch size, sequence length][batch size, sequence length]If you can't fill the last batch with enough data, drop the last batch.
For exmple, get_batches([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], 2, 3) would return a Numpy array of the following:
[
# First Batch
[
# Batch of Input
[[ 1 2 3], [ 7 8 9]],
# Batch of targets
[[ 2 3 4], [ 8 9 10]]
],
# Second Batch
[
# Batch of Input
[[ 4 5 6], [10 11 12]],
# Batch of targets
[[ 5 6 7], [11 12 13]]
]
]def get_batches(int_text, batch_size, seq_length):
"""
Return batches of input and target
:param int_text: Text with the words replaced by their ids
:param batch_size: The size of batch
:param seq_length: The length of sequence
:return: Batches as a Numpy array
"""
# TODO: Implement Function
n_batches = len(int_text)//(batch_size*seq_length)
# only full batches
int_text = int_text[:n_batches*batch_size*seq_length+1]
# Initialize result & calculate skip distance
result=np.ndarray(shape=(n_batches,2,batch_size,seq_length), dtype=int)
skipdistance = n_batches*seq_length
# First loop steps at batch_size * seq_length
for b in range(n_batches):
batch_idx = b*seq_length
x , y= [], []
for bb in range(batch_size):
idx = batch_idx + (bb*skipdistance) # get starting index for batch
x_idx = idx
y_idx = idx+1
result[b][0][bb] = int_text[x_idx:x_idx+seq_length]
result[b][1][bb] = int_text[y_idx:y_idx+seq_length]
return result
"""
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"""
tests.test_get_batches(get_batches)
Tests Passed
Tune the following parameters:
num_epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.seq_length to the length of sequence.learning_rate to the learning rate.show_every_n_batches to the number of batches the neural network should print progress.# Number of Epochs
num_epochs = 100
# Batch Size
batch_size = 256
# RNN Size
rnn_size = 1024
# Sequence Length
seq_length = 10
# Learning Rate
learning_rate = 0.01
# Show stats for every n number of batches
show_every_n_batches = 20
"""
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"""
save_dir = './save'
Build the graph using the neural network you implemented.
"""
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"""
from tensorflow.contrib import seq2seq
train_graph = tf.Graph()
with train_graph.as_default():
vocab_size = len(int_to_vocab)
input_text, targets, lr = get_inputs()
input_data_shape = tf.shape(input_text)
cell, initial_state = get_init_cell(input_data_shape[0], rnn_size)
logits, final_state = build_nn(cell, rnn_size, input_text, vocab_size)
# Probabilities for generating words
probs = tf.nn.softmax(logits, name='probs')
# Loss function
cost = seq2seq.sequence_loss(
logits,
targets,
tf.ones([input_data_shape[0], input_data_shape[1]]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients]
train_op = optimizer.apply_gradients(capped_gradients)
"""
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"""
batches = get_batches(int_text, batch_size, seq_length)
with tf.Session(graph=train_graph) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(num_epochs):
state = sess.run(initial_state, {input_text: batches[0][0]})
for batch_i, (x, y) in enumerate(batches):
feed = {
input_text: x,
targets: y,
initial_state: state,
lr: learning_rate}
train_loss, state, _ = sess.run([cost, final_state, train_op], feed)
# Show every <show_every_n_batches> batches
if (epoch_i * len(batches) + batch_i) % show_every_n_batches == 0:
print('Epoch {:>3} Batch {:>4}/{} train_loss = {:.3f}'.format(
epoch_i,
batch_i,
len(batches),
train_loss))
# Save Model
saver = tf.train.Saver()
saver.save(sess, save_dir)
print('Model Trained and Saved')
Epoch 0 Batch 0/26 train_loss = 8.840 Epoch 0 Batch 20/26 train_loss = 0.000 Epoch 1 Batch 14/26 train_loss = 0.000 Epoch 2 Batch 8/26 train_loss = 0.001 Epoch 3 Batch 2/26 train_loss = 0.083 Epoch 3 Batch 22/26 train_loss = 0.004 Epoch 4 Batch 16/26 train_loss = 0.001 Epoch 5 Batch 10/26 train_loss = 0.009 Epoch 6 Batch 4/26 train_loss = 0.003 Epoch 6 Batch 24/26 train_loss = 0.000 Epoch 7 Batch 18/26 train_loss = 0.001 Epoch 8 Batch 12/26 train_loss = 0.001 Epoch 9 Batch 6/26 train_loss = 0.002 Epoch 10 Batch 0/26 train_loss = 0.000 Epoch 10 Batch 20/26 train_loss = 0.000 Epoch 11 Batch 14/26 train_loss = 0.001 Epoch 12 Batch 8/26 train_loss = 0.001 Epoch 13 Batch 2/26 train_loss = 0.000 Epoch 13 Batch 22/26 train_loss = 0.000 Epoch 14 Batch 16/26 train_loss = 0.000 Epoch 15 Batch 10/26 train_loss = 0.001 Epoch 16 Batch 4/26 train_loss = 0.001 Epoch 16 Batch 24/26 train_loss = 0.000 Epoch 17 Batch 18/26 train_loss = 0.000 Epoch 18 Batch 12/26 train_loss = 0.001 Epoch 19 Batch 6/26 train_loss = 0.001 Epoch 20 Batch 0/26 train_loss = 0.000 Epoch 20 Batch 20/26 train_loss = 0.000 Epoch 21 Batch 14/26 train_loss = 0.001 Epoch 22 Batch 8/26 train_loss = 0.001 Epoch 23 Batch 2/26 train_loss = 0.000 Epoch 23 Batch 22/26 train_loss = 0.000 Epoch 24 Batch 16/26 train_loss = 0.000 Epoch 25 Batch 10/26 train_loss = 0.001 Epoch 26 Batch 4/26 train_loss = 0.001 Epoch 26 Batch 24/26 train_loss = 0.000 Epoch 27 Batch 18/26 train_loss = 0.000 Epoch 28 Batch 12/26 train_loss = 0.001 Epoch 29 Batch 6/26 train_loss = 0.000 Epoch 30 Batch 0/26 train_loss = 0.000 Epoch 30 Batch 20/26 train_loss = 0.000 Epoch 31 Batch 14/26 train_loss = 0.000 Epoch 32 Batch 8/26 train_loss = 0.001 Epoch 33 Batch 2/26 train_loss = 0.000 Epoch 33 Batch 22/26 train_loss = 0.000 Epoch 34 Batch 16/26 train_loss = 0.000 Epoch 35 Batch 10/26 train_loss = 0.001 Epoch 36 Batch 4/26 train_loss = 0.000 Epoch 36 Batch 24/26 train_loss = 0.000 Epoch 37 Batch 18/26 train_loss = 0.000 Epoch 38 Batch 12/26 train_loss = 0.000 Epoch 39 Batch 6/26 train_loss = 0.000 Epoch 40 Batch 0/26 train_loss = 0.000 Epoch 40 Batch 20/26 train_loss = 0.000 Epoch 41 Batch 14/26 train_loss = 0.000 Epoch 42 Batch 8/26 train_loss = 0.000 Epoch 43 Batch 2/26 train_loss = 0.000 Epoch 43 Batch 22/26 train_loss = 0.000 Epoch 44 Batch 16/26 train_loss = 0.000 Epoch 45 Batch 10/26 train_loss = 0.000 Epoch 46 Batch 4/26 train_loss = 0.000 Epoch 46 Batch 24/26 train_loss = 0.000 Epoch 47 Batch 18/26 train_loss = 0.000 Epoch 48 Batch 12/26 train_loss = 0.000 Epoch 49 Batch 6/26 train_loss = 0.000 Epoch 50 Batch 0/26 train_loss = 0.000 Epoch 50 Batch 20/26 train_loss = 0.000 Epoch 51 Batch 14/26 train_loss = 0.000 Epoch 52 Batch 8/26 train_loss = 0.000 Epoch 53 Batch 2/26 train_loss = 0.000 Epoch 53 Batch 22/26 train_loss = 0.000 Epoch 54 Batch 16/26 train_loss = 0.000 Epoch 55 Batch 10/26 train_loss = 0.000 Epoch 56 Batch 4/26 train_loss = 0.000 Epoch 56 Batch 24/26 train_loss = 0.000 Epoch 57 Batch 18/26 train_loss = 0.000 Epoch 58 Batch 12/26 train_loss = 0.000 Epoch 59 Batch 6/26 train_loss = 0.000 Epoch 60 Batch 0/26 train_loss = 0.000 Epoch 60 Batch 20/26 train_loss = 0.000 Epoch 61 Batch 14/26 train_loss = 0.000 Epoch 62 Batch 8/26 train_loss = 0.000 Epoch 63 Batch 2/26 train_loss = 0.000 Epoch 63 Batch 22/26 train_loss = 0.000 Epoch 64 Batch 16/26 train_loss = 0.000 Epoch 65 Batch 10/26 train_loss = 0.000 Epoch 66 Batch 4/26 train_loss = 0.000 Epoch 66 Batch 24/26 train_loss = 0.000 Epoch 67 Batch 18/26 train_loss = 0.000 Epoch 68 Batch 12/26 train_loss = 0.000 Epoch 69 Batch 6/26 train_loss = 0.000 Epoch 70 Batch 0/26 train_loss = 0.000 Epoch 70 Batch 20/26 train_loss = 0.000 Epoch 71 Batch 14/26 train_loss = 0.000 Epoch 72 Batch 8/26 train_loss = 0.000 Epoch 73 Batch 2/26 train_loss = 0.000 Epoch 73 Batch 22/26 train_loss = 0.000 Epoch 74 Batch 16/26 train_loss = 0.000 Epoch 75 Batch 10/26 train_loss = 0.000 Epoch 76 Batch 4/26 train_loss = 0.000 Epoch 76 Batch 24/26 train_loss = 0.000 Epoch 77 Batch 18/26 train_loss = 0.000 Epoch 78 Batch 12/26 train_loss = 0.000 Epoch 79 Batch 6/26 train_loss = 0.000 Epoch 80 Batch 0/26 train_loss = 0.000 Epoch 80 Batch 20/26 train_loss = 0.000 Epoch 81 Batch 14/26 train_loss = 0.000 Epoch 82 Batch 8/26 train_loss = 0.000 Epoch 83 Batch 2/26 train_loss = 0.000 Epoch 83 Batch 22/26 train_loss = 0.000 Epoch 84 Batch 16/26 train_loss = 0.000 Epoch 85 Batch 10/26 train_loss = 0.000 Epoch 86 Batch 4/26 train_loss = 0.000 Epoch 86 Batch 24/26 train_loss = 0.000 Epoch 87 Batch 18/26 train_loss = 0.000 Epoch 88 Batch 12/26 train_loss = 0.000 Epoch 89 Batch 6/26 train_loss = 0.000 Epoch 90 Batch 0/26 train_loss = 0.000 Epoch 90 Batch 20/26 train_loss = 0.000 Epoch 91 Batch 14/26 train_loss = 0.000 Epoch 92 Batch 8/26 train_loss = 0.000 Epoch 93 Batch 2/26 train_loss = 0.000 Epoch 93 Batch 22/26 train_loss = 0.000 Epoch 94 Batch 16/26 train_loss = 0.000 Epoch 95 Batch 10/26 train_loss = 0.000 Epoch 96 Batch 4/26 train_loss = 0.000 Epoch 96 Batch 24/26 train_loss = 0.000 Epoch 97 Batch 18/26 train_loss = 0.000 Epoch 98 Batch 12/26 train_loss = 0.000 Epoch 99 Batch 6/26 train_loss = 0.000 Model Trained and Saved
Save seq_length and save_dir for generating a new TV script.
"""
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"""
# Save parameters for checkpoint
helper.save_params((seq_length, save_dir))
"""
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"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests
_, vocab_to_int, int_to_vocab, token_dict = helper.load_preprocess()
seq_length, load_dir = helper.load_params()
Get tensors from loaded_graph using the function get_tensor_by_name(). Get the tensors using the following names:
Return the tensors in the following tuple (InputTensor, InitialStateTensor, FinalStateTensor, ProbsTensor)
def get_tensors(loaded_graph):
"""
Get input, initial state, final state, and probabilities tensor from <loaded_graph>
:param loaded_graph: TensorFlow graph loaded from file
:return: Tuple (InputTensor, InitialStateTensor, FinalStateTensor, ProbsTensor)
"""
# TODO: Implement Function
InputTensor = loaded_graph.get_tensor_by_name("input:0")
InitialStateTensor = loaded_graph.get_tensor_by_name("initial_state:0")
FinalStateTensor = loaded_graph.get_tensor_by_name("final_state:0")
ProbsTensor = loaded_graph.get_tensor_by_name("probs:0")
return InputTensor, InitialStateTensor, FinalStateTensor, ProbsTensor
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_get_tensors(get_tensors)
Tests Passed
Implement the pick_word() function to select the next word using probabilities.
def pick_word(probabilities, int_to_vocab):
"""
Pick the next word in the generated text
:param probabilities: Probabilites of the next word
:param int_to_vocab: Dictionary of word ids as the keys and words as the values
:return: String of the predicted word
"""
# TODO: Implement Function
vocab_list = list(int_to_vocab.values())
print('vocab_list\n\n', vocab_list)
print('\nprobabilities\n\n', probabilities)
#predicted_word = np.random.choice(list(int_to_vocab.values()), probabilities)
best_word= np.random.choice(vocab_list, 1, p=probabilities)
print(best_word)
#use np.random.choice on the probabilities array - and within that array, look at values >=.2
print(best_word[0])
return best_word[0]
"""
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"""
tests.test_pick_word(pick_word)
vocab_list ['this', 'is', 'a', 'test'] probabilities [ 0.1 0.8 0.05 0.05] ['is'] is Tests Passed
This will generate the TV script for you. Set gen_length to the length of TV script you want to generate.
gen_length = 200
# homer_simpson, moe_szyslak, or Barney_Gumble
prime_word = 'moe_szyslak'
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
# Load saved model
loader = tf.train.import_meta_graph(load_dir + '.meta')
loader.restore(sess, load_dir)
# Get Tensors from loaded model
input_text, initial_state, final_state, probs = get_tensors(loaded_graph)
# Sentences generation setup
gen_sentences = [prime_word + ':']
prev_state = sess.run(initial_state, {input_text: np.array([[1]])})
# Generate sentences
for n in range(gen_length):
# Dynamic Input
dyn_input = [[vocab_to_int[word] for word in gen_sentences[-seq_length:]]]
dyn_seq_length = len(dyn_input[0])
# Get Prediction
probabilities, prev_state = sess.run(
[probs, final_state],
{input_text: dyn_input, initial_state: prev_state})
pred_word = pick_word(probabilities[dyn_seq_length-1], int_to_vocab)
gen_sentences.append(pred_word)
# Remove tokens
tv_script = ' '.join(gen_sentences)
for key, token in token_dict.items():
ending = ' ' if key in ['\n', '(', '"'] else ''
tv_script = tv_script.replace(' ' + token.lower(), key)
tv_script = tv_script.replace('\n ', '\n')
tv_script = tv_script.replace('( ', '(')
print(tv_script)
vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 'accurate', 'accusing', 'achebe', 'achem', 'acquaintance', 'acquitted', 'acronyms', 'across', 'act', 'acting', 'action', 'activity', 'actor', 'actors', 'actress', 'actually', 'ad', 'add', 'addiction', 'additional-seating-capacity', 'address', 'adeleine', 'adequate', 'adjourned', 'adjust', 'administration', 'admiration', 'admirer', 'admiring', 'admit', 'admitting', 'adopted', 'adrift', 'ads', 'adult', 'adult_bart:', 'advance', 'advantage', 'adventure', 'advertise', 'advertising', 'advice', 'aer', 'aerosmith', 'aerospace', 'affectations', 'affection', 'affects', 'afford', 'afloat', 'afraid', 'africa', 'african', 'africanized', 'after', 'afterglow', 'afternoon', 'again', 'against', 'age', 'aged', 'aged_moe:', 'agency', 'agent', 'agent_johnson:', 'agent_miller:', 'agents', 'aggie', 'aggravated', 'aggravazes', 'agh', 'aghast', 'aging', 'agnes_skinner:', 'ago', 'agree', 'agreement', 'ah', 'ah-ha', 'ahead', 'ahem', 'ahh', 'ahhh', 'ahhhh', 'aid', 'aiden', 'aidens', 'ails', 'aims', "ain't", 'air', 'airport', 'aisle', 'al', 'al_gore:', 'alarm', 'albeit', 'albert', 'alcohol', 'alcoholic', 'alcoholism', 'ale', 'alec_baldwin:', 'alfalfa', 'alfred', 'ali', 'alibi', 'alien', 'alive', 'alky', 'all', 'all-all-all', 'all-american', 'all-star', 'all:', 'allegiance', 'alley', 'allow', 'allowance', 'allowed', 'alls', 'alma', 'almond', 'almost', 'alone', 'along', 'alpha-crow', 'alphabet', 'already', 'alright', 'also', 'alter', 'alternative', 'although', 'alva', 'always', 'am', 'amanda', 'amazed', 'amazing', 'amber', 'amber_dempsey:', 'ambrose', 'ambrosia', 'amends', 'america', "america's", 'american', 'americans', 'amiable', 'amid', 'amnesia', 'amount', 'amused', 'an', 'anarchy', 'ancestors', 'ancient', 'and', 'and-and', 'and/or', 'and:', 'andalay', 'anderson', 'andrew', 'andy', 'angel', 'anger', 'angrily', 'angry', 'anguished', 'animals', 'annie', 'anniversary', 'announcer:', 'annoyed', 'annoying', 'annual', 'annus', 'anonymous', 'another', 'answer', 'answered', 'answering', 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'astonishment', 'astrid', 'astronaut', 'astronauts', 'at', 'atari', 'ate', 'atlanta', 'attach', 'attached', 'attack', 'attempting', 'attend', 'attention', 'attitude', 'attracted', 'attraction', 'attractive', 'attractive_woman_#1:', 'attractive_woman_#2:', 'au', 'audience', 'audience:', 'augustus', 'aunt', 'authenticity', 'author', 'authorized', 'automobiles', 'available', 'avalanche', 'avec', 'avenue', 'average', 'average-looking', 'aw', 'awake', 'awareness', 'away', 'awe', 'awed', 'awesome', 'awful', 'awfully', 'awkward', 'awkwardly', 'aww', 'awww', 'awwww', 'ayyy', 'aziz', 'b', "b-52's:", 'b-day', 'babar', 'babe', 'babies', 'baby', 'bachelor', 'bachelorette', 'bachelorhood', 'back', 'backbone', 'backgammon', 'background', 'backing', 'backward', 'backwards', 'bad', 'bad-mouth', 'badge', 'badges', 'badly', 'badmouth', 'badmouths', 'bag', 'bagged', 'bags', 'bail', 'bake', 'bald', 'ball', "ball's", 'ball-sized', 'ballclub', 'balloon', 'ballot', 'balls', 'baloney', 'bam', 'band', 'bank', 'banks', 'banned', 'bannister', 'banquet', 'banquo', 'bar', "bar's", 'bar-boy', 'bar:', 'bar_rag:', 'barbara', 'barbed', 'barber', 'barely', 'barf', 'barflies', 'barflies:', 'baritone', 'barkeep', 'barkeeps', 'barn', 'barney', "barney's", 'barney-guarding', 'barney-shaped_form:', 'barney-type', 'barney_gumble:', 'bars', 'barstools', 'bart', "bart'd", "bart's", 'bart_simpson:', 'bartender', "bartender's", 'bartenders', 'bartending', 'barter', 'bartholomé:', 'baseball', 'based', 'basement', 'bash', 'bashir', "bashir's", 'bastard', 'bathed', 'bathing', 'bathroom', 'bathtub', 'batmobile', "battin'", 'bauer', 'be', 'be-stainèd', 'beach', 'beached', 'beady', 'beam', 'beanbag', 'beans', 'bear', 'beard', 'beards', 'bears', 'beast', 'beat', 'beating', 'beatings', 'beats', 'beaumarchais', 'beaumont', 'beautiful', 'beauty', 'became', 'because', 'become', 'bed', 'bedbugs', 'bedridden', 'bedroom', 'bedtime', 'bee', 'beef', 'beefs', 'been', 'beep', 'beeps', 'beer', "beer's", 'beer-dorf', 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'brainheaded', 'brainiac', 'brains', 'brakes', 'branding', 'brandy', 'bras', 'brassiest', 'braun:', 'brave', 'brawled', 'bread', 'break', 'break-up', 'breakdown', 'breakfast', "breakin'", 'breaking', 'breaks', 'breath', 'breathalyzer', 'breathless', 'breathtaking', 'bret', 'bret:', 'brewed', 'brick', 'bride', 'bridge', 'bridges', 'brief', 'briefly', 'bright', 'brightening', 'brilliant', 'brine', 'bring', "bringin'", 'brings', 'britannia', 'british', 'broad', 'broadway', 'brockelstein', 'brockman', "brockman's", 'broke', 'broken', 'broken:', 'bronco', 'broncos', 'brooklyn', 'broom', 'brother', 'brother-in-law', 'brotherhood', 'brothers', 'brought', 'brow', 'brown', 'browns', 'brunch', 'brunswick', 'brusque', 'bubble', 'bubbles', 'bubbles-in-my-nose-y', 'bucket', 'bucks', 'buddha', 'buddies', 'buddy', 'buds', 'buffalo', "buffalo's", 'buffet', 'bugging', 'bugs', 'build', 'built', 'bulked', 'bull', 'bulldozing', 'bullet-proof', 'bulletin', 'bully', 'bum:', 'bumblebee_man:', 'bumbling', 'bump', 'bumped', 'bumpy-like', 'bums', 'bunch', 'bunion', 'bupkus', 'burg', 'burger', 'burglary', 'buried', 'burn', "burnin'", 'burning', 'burns', 'burnside', 'burp', 'burps', 'bursts', 'burt', 'burt_reynolds:', 'bury', 'bus', 'bush', 'bushes', 'busiest', 'business', 'businessman_#1:', 'businessman_#2:', 'bust', 'busted', 'busy', 'but', 'butt', 'butter', 'butterball', 'buttocks', 'button', 'button-pusher', 'buttons', 'butts', 'buy', 'buyer', "buyin'", 'buying', 'buzz', 'buzziness', 'by', 'bye', 'byrne', 'c', "c'mere", "c'mom", "c'mon", 'cab', 'cab_driver:', 'cable', 'cadillac', 'cage', 'caholic', 'cajun', 'cake', 'cakes', 'calculate', 'calendars', "calf's", 'california', 'call', 'called', "callin'", 'calling', 'calls', 'calm', 'calmly', 'calvin', 'came', 'camera', 'cameras', 'camp', 'campaign', 'can', "can't", "can't-believe-how-bald-he-is", "can'tcha", 'candidate', 'candles', 'candy', 'cannoli', 'cannot', 'canoodling', 'cans', 'canyoner-oooo', 'canyonero', 'cap', 'caper', 'capitalists', 'capitol', 'cappuccino', 'captain', 'captain:', 'capuchin', 'car', "car's", 'car:', 'carb', 'card', 'cards', 'care', 'career', 'careful', 'carefully', 'cares', 'carey', 'caricature', 'carl', "carl's", 'carl:', 'carl_carlson:', 'carll', 'carlotta:', 'carlson', 'carmichael', 'carney', 'carnival', 'carny:', 'carolina', 'carpet', 'cars', 'cartoons', 'carve', 'case', 'cases', 'cash', "cashin'", 'casting', 'castle', 'casual', 'cat', "cat's", 'catch', 'catch-phrase', 'catching', 'catholic', 'cats', 'cattle', 'catty', 'caught', 'cauliflower', 'cause', 'caused', 'causes', 'caveman', 'cavern', 'cecil', 'cecil_terwilliger:', 'celebrate', 'celebration', 'celebrities', 'celebrity', 'celeste', 'cell', 'cell-ee', 'cent', 'center', 'cents', 'century', 'cerebral', 'ceremony', 'certain', 'certainly', 'certificate', 'certified', 'cesss', 'chain', 'chained', 'chair', 'chairman', 'challenge', "challengin'", 'champ', 'champignons', 'champion', 'championship', 'champs', 'chance', 'change', 'changed', 'changes', "changin'", 'changing', 'channel', 'chanting', 'chapel', 'chapstick', 'chapter', 'character', 'characteristic', 'charge', 'charged', 'charges', 'charity', 'charlie', 'charlie:', 'charm', 'charming', 'charter', 'chase', 'chastity', 'chateau', 'chauffeur', 'chauffeur:', 'cheap', 'cheaped', 'cheaper', 'cheapskates', 'cheat', 'cheated', 'check', 'checking', 'checks', 'cheer', 'cheered', 'cheerier', "cheerin'", 'cheering', 'cheerleaders:', 'cheers', 'cheery', 'cheese', 'cheesecake', 'cherry', 'cheryl', 'chest', 'chew', "chewin'", 'chic', 'chick', 'chicken', 'chicks', 'chief', 'chief_wiggum:', 'child', 'childless', 'children', "children's", 'chili', 'chill', 'chilly', 'chin', 'chinese', 'chinese_restaurateur:', 'chinua', 'chip', 'chipped', 'chipper', 'chips', 'chocolate', 'choice', 'choice:', 'choices', 'choices:', 'choke', 'choked', 'choked-up', 'choking', 'choose', "choosin'", 'chorus:', 'chosen', 'chow', 'christian', 'christmas', 'christopher', 'chub', 'chubby', 'chuck', 'chuckle', 'chuckles', 'chuckling', 'chug', 'chug-a-lug', 'chug-monkeys', 'chum', 'chumbawamba', 'chunk', 'chunky', 'church', 'churchill', 'churchy', 'cigarette', 'cigarettes', 'cigars', 'circus', 'citizens', 'city', "city's", 'civic', 'civil', 'civilization', 'clammy', 'clams', "clancy's", 'clandestine', 'clap', 'clapping', 'class', 'classy', 'clean', 'cleaned', 'cleaner', "cleanin'", 'cleaning', 'clear', 'clearing', 'clearly', 'clears', 'clench', 'clenched', 'cletus_spuckler:', 'cleveland', 'clientele', 'cliff', 'clincher', 'clinton', 'clipped', 'clips', 'clock', 'clone', 'close', 'closed', 'closer', 'closes', 'closet', 'closing', 'clothes', 'clothespins', 'clothespins:', 'cloudy', 'clown', 'clown-like', 'club', 'clubs', 'co-sign', 'coach:', 'coal', 'coast', 'coaster', "coaster's", 'coat', 'cobbling', 'cobra', 'cock', 'cocking', 'cockroach', 'cockroaches', 'cocks', 'cocktail', 'cocoa', 'code', 'coffee', "coffee'll", 'coherent', 'coin', 'coincidentally', 'coined', 'coins', 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'connor-politan', 'consciousness', 'consider', 'considering', 'considering:', 'considers', 'consoling', 'conspiracy', 'conspiratorial', 'consulting', "cont'd:", 'contact', 'contemplated', 'contemplates', 'contemporary', 'contemptuous', 'contented', 'contest', 'continued', 'continuing', 'continuum', 'contract', 'contractors', 'control', 'convenient', 'conversation', 'conversations', 'conversion', 'convinced', 'cooker', 'cookies', 'cooking', 'cool', 'cooler', 'cop', 'cops', 'copy', 'corkscrew', 'corkscrews', 'corn', 'corner', 'corporate', 'corporation', 'corpses', 'correct', 'correcting', 'correction', 'cosmetics', 'cost', 'costume', "costume's", 'cotton', 'couch', 'cough', 'coughs', 'could', "could've", "couldn't", 'count', 'counter', 'counterfeit', "countin'", 'counting', 'country', 'country-fried', 'countryman', 'county', 'couple', 'coupon', 'courage', 'course', 'court', 'courteous', 'courthouse', 'courts', 'cousin', 'cover', 'covering', 'covers', 'cow', 'coward', 'cowardly', 'cowboy', 'cowboys', 'coy', 'coyly', 'cozies', 'cozy', 'crab', 'crack', 'cracked', 'craft', 'cranberry', 'crank', 'crap', 'craphole', 'crapmore', 'crappy', 'crawl', "crawlin'", 'crayola', 'crayon', 'crazy', 'cream', 'created', 'creates', 'creature', 'credit', 'creeps', 'creepy', 'creme', 'crestfallen', 'crew', 'cricket', 'cries', 'crime', 'crimes', 'criminal', 'crinkly', 'crippling', 'crisis', 'cronies', 'crony', 'crooks', 'cross-country', 'crossed', 'crotch', 'crow', 'crowbar', 'crowd', 'crowd:', 'crowded', 'crowds', 'crowned', 'cruel', 'cruise', 'cruiser', 'crumble', 'crummy', 'crunch', 'crushed', 'crying', 'crystal', "cuckold's", 'cuckoo', 'cuddling', 'cueball', 'cuff', 'culkin', 'cummerbund', 'cup', 'cupid', "cupid's", 'curds', 'cure', 'curiosity', 'curious', 'curse', 'cursed', 'cushion', 'cushions', 'customer', 'customers', 'customers-slash-only', 'cut', 'cute', 'cutest', 'cutie', 'cutting', 'cuz', 'cyrano', 'd', "d'", "d'ya", 'daaaaad', 'dad', "dad's", 'daddy', 'dads', 'dae', 'dallas', 'damage', 'dame', 'dames', 'dammit', 'damn', 'damned', 'dan', 'dan_gillick:', 'dana_scully:', 'dance', 'dancing', 'dang', 'dangerous', 'daniel', 'danish', 'dank', 'danny', 'darjeeling', 'dark', 'darkest', 'darkness', 'darn', 'darts', 'dash', 'dashes', 'data', 'date', 'dateline', 'dateline:', 'dating', 'daughter', "daughter's", 'david', 'david_byrne:', 'dawning', 'day', 'days', 'dazed', 'de', 'de-scramble', 'dea-d-d-dead', 'deacon', 'dead', 'deadly', 'deal', 'dealer', 'dealie', 'deals', 'dealt', 'dean', 'dear', 'dearest', 'death', 'debonair', 'decadent', 'decency', 'decent', 'decide', 'decide:', 'decided', 'decision', 'declan', 'declan_desmond:', 'declare', 'declared', 'dee-fense', 'deep', 'deeper', 'deeply', 'deer', 'defeated', 'defected', 'defensive', 'defiantly', 'degradation', 'dejected', 'dejected_barfly:', 'delays', 'delete', 'deli', 'deliberate', 'deliberately', 'delicate', 'delicately', 'delicious', 'delighted', 'delightful', 'delightfully', 'delivery', 'delivery_boy:', 'delivery_man:', 'delts', 'demand', 'demo', 'democracy', 'democrats', 'dennis', 'dennis_conroy:', 'dennis_kucinich:', 'denser', 'dentist', 'denver', 'deny', 'department', "department's", 'depending', 'depository', 'depressant', 'depressed', "depressin'", 'depressing', 'depression', 'der', 'derek', 'derisive', 'deserve', 'design', 'designated', 'designer', 'desire', 'desperate', 'desperately', 'despite', 'dessert', 'destroyed', 'detail', 'detecting', 'detective', 'detective_homer_simpson:', 'determined', 'devastated', 'developed', 'device', 'devils:', 'dexterous', 'diablo', 'dials', 'diamond', 'diaper', 'diapers', 'dice', 'dictating', 'dictator', 'did', 'diddilies', "didn't", 'die', 'die-hard', 'died', 'dies', 'diet', 'diets', 'difference', 'different', 'difficult', 'dig', 'digging', 'dignified', 'dignity', 'dilemma', 'dime', 'diminish', 'dimly', "dimwit's", 'ding-a-ding-ding-a-ding-ding', 'ding-a-ding-ding-ding-ding-ding-ding', 'dingy', 'dinks', 'dinner', 'dint', 'dipping', 'direction', 'directions', 'director', 'director:', 'dirge-like', 'dirt', 'dirty', 'disappear', 'disappeared', 'disappointed', 'disappointing', 'disappointment', 'disapproving', 'disaster', 'disco', 'disco_stu:', 'discriminate', 'discuss', 'discussing', 'disdainful', 'disgrace', 'disgraceful', 'disgracefully', 'disguise', 'disguised', 'disgusted', 'dishonor', 'dishrag', 'disillusioned', 'dislike', 'dismissive', 'dispenser', 'displeased', 'disposal', "disrobin'", 'distance', 'distaste', 'distinct', 'distract', 'distraught', 'distributor', 'disturbance', 'disturbing', 'ditched', 'dive', 'divine', 'diving', 'divorced', 'dizer', 'dizzy', 'dna', 'do', 'doctor', "doctor's", 'does', "doesn't", 'dog', "dog's", 'dogs', "doin'", 'doing', 'doll', 'doll-baby', 'dollar', 'dollars', 'dollface', "dolph's_dad:", 'domed', 'domestic', 'don', "don't", "don'tcha", 'donate', 'donated', "donatin'", 'donation', 'done', 'done:', 'donor', 'donut', 'donut-shaped', 'donuts', 'doof', 'doom', 'doooown', 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'specific', 'specified', 'spectacular', 'speech', 'speed', 'spellbinding', 'spelling', 'spend', 'spender', 'spending', 'spent', 'sperm', 'spews', 'spied', "spiffin'", 'spilled', 'spine', 'spinning', 'spirit', 'spiritual', 'spit', 'spit-backs', 'spite', 'spits', 'spitting', 'splash', 'splattered', 'splendid', 'spoken', 'sponge', 'sponge:', 'sponsor', 'sponsoring', 'spooky', 'spoon', 'sport', 'sports', 'sports_announcer:', 'spot', 'spotting', 'spouses', 'sprawl', 'spread', 'spreads', 'springfield', "springfield's", 'spy', "spyin'", 'squabbled', 'squad', 'squadron', 'square', 'squashing', 'squeal', 'squeals', 'squeeze', 'squeezed', "squeezin'", 'squirrel', 'squirrels', 'squishee', 'st', 'stab', "stabbin'", 'stacey', 'stadium', 'stage', 'stagehand:', 'stagey', 'stagy', 'stained-glass', 'stairs', 'stalin', 'stalking', "stallin'", 'stalwart', 'stamp', 'stamps', 'stan', 'stand', 'standards', 'standing', 'stands', 'star', 'stares', 'starla', "starla's", 'starla:', 'starlets', 'stars', 'start', 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'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 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'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.82560779e-06 1.98388705e-09 2.10983986e-09 ..., 1.27950648e-03 1.83099891e-09 1.85725602e-09] ['for'] for vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.14215618e-04 1.23461476e-07 1.10517227e-07 ..., 1.61247584e-03 1.00832459e-07 1.12419805e-07] ['homer'] homer vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', 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'spiritual', 'spit', 'spit-backs', 'spite', 'spits', 'spitting', 'splash', 'splattered', 'splendid', 'spoken', 'sponge', 'sponge:', 'sponsor', 'sponsoring', 'spooky', 'spoon', 'sport', 'sports', 'sports_announcer:', 'spot', 'spotting', 'spouses', 'sprawl', 'spread', 'spreads', 'springfield', "springfield's", 'spy', "spyin'", 'squabbled', 'squad', 'squadron', 'square', 'squashing', 'squeal', 'squeals', 'squeeze', 'squeezed', "squeezin'", 'squirrel', 'squirrels', 'squishee', 'st', 'stab', "stabbin'", 'stacey', 'stadium', 'stage', 'stagehand:', 'stagey', 'stagy', 'stained-glass', 'stairs', 'stalin', 'stalking', "stallin'", 'stalwart', 'stamp', 'stamps', 'stan', 'stand', 'standards', 'standing', 'stands', 'star', 'stares', 'starla', "starla's", 'starla:', 'starlets', 'stars', 'start', 'started', 'starters', "startin'", 'starting', 'startled', 'starts', 'startup', 'starve', 'starving', 'state', 'states', 'statesmanlike', 'station', 'stationery', 'statistician', 'stats', 'statue', 'statues', 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'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 'thrilled', 'throat', 'throats', 'through', 'throw', 'throwing', 'thrown', 'throws', 'thru', 'thrust', 'thumb', 'thunder', 'tick', 'ticket', 'tickets', 'ticks', 'tidy', 'tie', 'tied', 'tiger', 'tigers', 'tight', 'till', 'timbuk-tee', 'time', "time's", 'times', 'tin', 'tinkle', "tinklin'", 'tiny', 'tip', 'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.08241306e-07 2.22331584e-10 2.16798052e-10 ..., 7.82321952e-03 1.92947047e-10 2.24595662e-10] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.44737960e-05 7.04115377e-10 7.60589980e-10 ..., 7.96371678e-05 7.95918664e-10 9.51569268e-10] ['get'] get vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', 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'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.83119581e-09 8.26097545e-13 6.51349092e-13 ..., 2.96544678e-09 6.77995095e-13 7.81905248e-13] ['can'] can vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 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'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 7.79152515e-07 1.03456355e-10 1.10273540e-10 ..., 1.26976492e-08 8.34252736e-11 9.55581933e-11] ['still'] still vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 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"smokin'_joe_frazier:", 'smooth', 'smoothly', 'smug', 'smuggled', 'smugglers', 'smurfs', 'snackie', 'snail', 'snake', 'snake-handler', 'snake_jailbird:', 'snap', "snappin'", 'snapping', 'snaps', 'snatch', 'sneak', 'sneaky', 'sneering', 'sneeze', 'snide', 'sniffing', 'sniffles', 'sniffs', 'sniper', 'snitch', 'snort', 'snorts', 'snotball', 'snotty', 'snout', 'snow', 'so', 'so-called', 'so-ng', 'soaked', "soakin's", 'soaking', 'soap', 'soaps', 'sob', 'sobbing', 'sober', 'sobo', 'sobriety', 'sobs', 'social', 'socialize', 'society', 'society_matron:', 'socratic', 'sodas', 'soft', 'softer', 'soir', 'sold', 'solely', 'solid', 'solo', 'solved', 'solves', 'some', 'somebody', "somebody's", 'someday', 'somehow', 'someone', "someone's", 'someplace', "somethin'", "somethin':", "somethin's", 'something', "something's", 'something:', 'sometime', 'sometimes', 'somewhere', 'son', "son's", 'son-of-a', 'song', 'soon', 'sooner', 'sooo', 'soot', 'soothing', 'sorry', 'sorts', 'sotto', 'soul', 'soul-crushing', 'sound', 'sounded', "soundin'", 'sounds', 'soup', 'souped', 'sour', 'source', 'south', 'southern', 'souvenir', 'space', 'space-time', 'spacey', "spaghetti-o's", 'spamming', 'spanish', 'spare', 'speak', "speakin'", 'speaking', 'special', 'specialists', 'specializes', 'specials', 'species', 'specific', 'specified', 'spectacular', 'speech', 'speed', 'spellbinding', 'spelling', 'spend', 'spender', 'spending', 'spent', 'sperm', 'spews', 'spied', "spiffin'", 'spilled', 'spine', 'spinning', 'spirit', 'spiritual', 'spit', 'spit-backs', 'spite', 'spits', 'spitting', 'splash', 'splattered', 'splendid', 'spoken', 'sponge', 'sponge:', 'sponsor', 'sponsoring', 'spooky', 'spoon', 'sport', 'sports', 'sports_announcer:', 'spot', 'spotting', 'spouses', 'sprawl', 'spread', 'spreads', 'springfield', "springfield's", 'spy', "spyin'", 'squabbled', 'squad', 'squadron', 'square', 'squashing', 'squeal', 'squeals', 'squeeze', 'squeezed', "squeezin'", 'squirrel', 'squirrels', 'squishee', 'st', 'stab', "stabbin'", 'stacey', 'stadium', 'stage', 'stagehand:', 'stagey', 'stagy', 'stained-glass', 'stairs', 'stalin', 'stalking', "stallin'", 'stalwart', 'stamp', 'stamps', 'stan', 'stand', 'standards', 'standing', 'stands', 'star', 'stares', 'starla', "starla's", 'starla:', 'starlets', 'stars', 'start', 'started', 'starters', "startin'", 'starting', 'startled', 'starts', 'startup', 'starve', 'starving', 'state', 'states', 'statesmanlike', 'station', 'stationery', 'statistician', 'stats', 'statue', 'statues', 'stay', 'stay-puft', 'stayed', "stayin'", 'staying', 'stays', 'steak', 'steal', "stealin'", 'stealings', 'steam', 'steamed', 'steaming', 'steampunk', 'steel', 'steely-eyed', 'stein-stengel-', 'steinbrenner', 'stengel', 'step', 'stepped', 'stern', 'sternly', 'stevie', 'stewart', 'stick', 'sticker', 'stickers', 'sticking', 'sticking-place', 'stiffening', 'still', 'stillwater:', 'stinger', 'stingy', 'stink', "stinkin'", 'stinks', 'stinky', 'stir', 'stirrers', 'stirring', 'stock', 'stocking', 'stole', 'stolen', 'stomach', 'stones', 'stonewall', 'stood', 'stooges', 'stool', 'stools', 'stop', 'stopped', 'stops', 'store', 'store-bought', 'stored', 'stores', 'stories', 'storms', 'story', 'straight', 'straighten', 'strain', 'straining', 'strains', 'stranger:', 'strangles', 'strap', 'strategizing', 'strategy', 'strawberry', 'street', 'streetcorner', 'streetlights', 'stretch', 'stretches', 'strictly', 'string', 'stripe', 'stripes', 'strips', 'strokkur', 'strolled', 'strong', 'strongly', 'struggling', 'stu', 'stuck', 'student', 'studied', 'studio', 'stuff', 'stumble', 'stunned', 'stupid', 'stupidest', 'stupidly', 'sturdy', 'suave', 'sub-monkeys', 'subject', 'subscriptions', 'suburban', 'successful', 'such', 'suck', 'sucked', 'sucker', 'sucking', 'sucks', 'sudden', 'suddenly', 'sudoku', 'suds', 'sue', 'sued', 'suffering', 'sugar', 'sugar-free', 'sugar-me-do', 'suicide', 'suing', 'suit', 'suits', 'sumatran', 'summer', "summer's", 'sun', 'sunday', 'sunglasses', 'sunk', 'sunny', 'super', 'super-genius', 'super-nice', 'super-tough', 'superdad', 'superhero', 'superior', 'supermarket', 'supermodel', 'superpower', 'supervising', 'supply', 'supplying', 'support', 'supports', 'suppose', 'supposed', 'supreme', 'sure', 'surgeonnn', 'surgery', 'surprise', 'surprised', 'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 'thrilled', 'throat', 'throats', 'through', 'throw', 'throwing', 'thrown', 'throws', 'thru', 'thrust', 'thumb', 'thunder', 'tick', 'ticket', 'tickets', 'ticks', 'tidy', 'tie', 'tied', 'tiger', 'tigers', 'tight', 'till', 'timbuk-tee', 'time', "time's", 'times', 'tin', 'tinkle', "tinklin'", 'tiny', 'tip', 'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.30425666e-07 2.08969886e-12 2.10251651e-12 ..., 2.02278557e-07 1.74093086e-12 1.70109218e-12] ['with'] with vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 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'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.95283465e-05 1.30986200e-08 1.39426897e-08 ..., 2.93521225e-08 1.10922116e-08 1.23815518e-08] ['temple'] temple vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.19608725e-04 1.39868614e-08 1.10913305e-08 ..., 6.26300985e-04 1.34516229e-08 1.25520501e-08] ['polite'] polite vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.14786905e-05 3.77250196e-08 3.30568319e-08 ..., 9.05228717e-07 2.85273352e-08 3.69493058e-08] ['some'] some vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.76261130e-06 5.28546451e-09 4.84692286e-09 ..., 7.63130458e-07 3.27957328e-09 4.27994085e-09] ['gibson'] gibson vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.09267926e-07 4.65340648e-11 4.51034834e-11 ..., 1.05998108e-04 3.11852939e-11 3.94604210e-11] ['shot'] shot vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'spiritual', 'spit', 'spit-backs', 'spite', 'spits', 'spitting', 'splash', 'splattered', 'splendid', 'spoken', 'sponge', 'sponge:', 'sponsor', 'sponsoring', 'spooky', 'spoon', 'sport', 'sports', 'sports_announcer:', 'spot', 'spotting', 'spouses', 'sprawl', 'spread', 'spreads', 'springfield', "springfield's", 'spy', "spyin'", 'squabbled', 'squad', 'squadron', 'square', 'squashing', 'squeal', 'squeals', 'squeeze', 'squeezed', "squeezin'", 'squirrel', 'squirrels', 'squishee', 'st', 'stab', "stabbin'", 'stacey', 'stadium', 'stage', 'stagehand:', 'stagey', 'stagy', 'stained-glass', 'stairs', 'stalin', 'stalking', "stallin'", 'stalwart', 'stamp', 'stamps', 'stan', 'stand', 'standards', 'standing', 'stands', 'star', 'stares', 'starla', "starla's", 'starla:', 'starlets', 'stars', 'start', 'started', 'starters', "startin'", 'starting', 'startled', 'starts', 'startup', 'starve', 'starving', 'state', 'states', 'statesmanlike', 'station', 'stationery', 'statistician', 'stats', 'statue', 'statues', 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'struggling', 'stu', 'stuck', 'student', 'studied', 'studio', 'stuff', 'stumble', 'stunned', 'stupid', 'stupidest', 'stupidly', 'sturdy', 'suave', 'sub-monkeys', 'subject', 'subscriptions', 'suburban', 'successful', 'such', 'suck', 'sucked', 'sucker', 'sucking', 'sucks', 'sudden', 'suddenly', 'sudoku', 'suds', 'sue', 'sued', 'suffering', 'sugar', 'sugar-free', 'sugar-me-do', 'suicide', 'suing', 'suit', 'suits', 'sumatran', 'summer', "summer's", 'sun', 'sunday', 'sunglasses', 'sunk', 'sunny', 'super', 'super-genius', 'super-nice', 'super-tough', 'superdad', 'superhero', 'superior', 'supermarket', 'supermodel', 'superpower', 'supervising', 'supply', 'supplying', 'support', 'supports', 'suppose', 'supposed', 'supreme', 'sure', 'surgeonnn', 'surgery', 'surprise', 'surprised', 'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 'thrilled', 'throat', 'throats', 'through', 'throw', 'throwing', 'thrown', 'throws', 'thru', 'thrust', 'thumb', 'thunder', 'tick', 'ticket', 'tickets', 'ticks', 'tidy', 'tie', 'tied', 'tiger', 'tigers', 'tight', 'till', 'timbuk-tee', 'time', "time's", 'times', 'tin', 'tinkle', "tinklin'", 'tiny', 'tip', 'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 8.18049830e-06 5.81523336e-11 4.69037795e-11 ..., 6.68693986e-03 4.51163933e-11 5.35840851e-11] ['to'] to vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 'accurate', 'accusing', 'achebe', 'achem', 'acquaintance', 'acquitted', 'acronyms', 'across', 'act', 'acting', 'action', 'activity', 'actor', 'actors', 'actress', 'actually', 'ad', 'add', 'addiction', 'additional-seating-capacity', 'address', 'adeleine', 'adequate', 'adjourned', 'adjust', 'administration', 'admiration', 'admirer', 'admiring', 'admit', 'admitting', 'adopted', 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'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.64681272e-07 4.58777061e-09 5.65332137e-09 ..., 1.74935046e-03 4.54023263e-09 4.56493643e-09] ["gentleman's"] gentleman's vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', 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'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.45363472e-07 5.76237724e-09 6.59329169e-09 ..., 1.81890371e-07 5.28808597e-09 6.10000805e-09] ['some'] some vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', 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'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 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'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.10089453e-07 1.12961385e-11 8.83086399e-12 ..., 1.93334522e-08 8.93306696e-12 1.20193560e-11] ['snitch'] snitch vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', 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'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.46874017e-05 7.59389351e-09 7.60242891e-09 ..., 3.46304029e-02 6.34397912e-09 8.80858320e-09] ['all'] all vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 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'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 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'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.92136662e-07 4.21908775e-12 3.91049693e-12 ..., 3.72880866e-04 3.57093326e-12 4.04552520e-12] ['||period||'] ||period|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.15260502e-06 7.57357999e-09 7.77782727e-09 ..., 1.04329274e-06 6.61241195e-09 7.02098868e-09] ['and'] and vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 6.70172710e-07 2.33700059e-10 1.95542874e-10 ..., 5.92491056e-11 1.72315023e-10 2.30097053e-10] ['thomas'] thomas vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 7.85094425e-02 8.34403998e-13 6.17828651e-13 ..., 2.66397663e-04 5.25460643e-13 8.31910712e-13] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.82562542e-04 1.47463008e-09 1.13342113e-09 ..., 1.05063897e-03 1.08798570e-09 1.43911894e-09] ['||return||'] ||return|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', 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'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.82014138e-06 8.55653881e-10 9.75303061e-10 ..., 3.48179810e-06 7.71260444e-10 7.80966736e-10] ['lenny_leonard:'] lenny_leonard: vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', 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'||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.66358642e-06 8.89686214e-10 8.60305938e-10 ..., 1.22672708e-08 8.78608575e-10 8.54888493e-10] ['had'] had vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 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'stab', "stabbin'", 'stacey', 'stadium', 'stage', 'stagehand:', 'stagey', 'stagy', 'stained-glass', 'stairs', 'stalin', 'stalking', "stallin'", 'stalwart', 'stamp', 'stamps', 'stan', 'stand', 'standards', 'standing', 'stands', 'star', 'stares', 'starla', "starla's", 'starla:', 'starlets', 'stars', 'start', 'started', 'starters', "startin'", 'starting', 'startled', 'starts', 'startup', 'starve', 'starving', 'state', 'states', 'statesmanlike', 'station', 'stationery', 'statistician', 'stats', 'statue', 'statues', 'stay', 'stay-puft', 'stayed', "stayin'", 'staying', 'stays', 'steak', 'steal', "stealin'", 'stealings', 'steam', 'steamed', 'steaming', 'steampunk', 'steel', 'steely-eyed', 'stein-stengel-', 'steinbrenner', 'stengel', 'step', 'stepped', 'stern', 'sternly', 'stevie', 'stewart', 'stick', 'sticker', 'stickers', 'sticking', 'sticking-place', 'stiffening', 'still', 'stillwater:', 'stinger', 'stingy', 'stink', "stinkin'", 'stinks', 'stinky', 'stir', 'stirrers', 'stirring', 'stock', 'stocking', 'stole', 'stolen', 'stomach', 'stones', 'stonewall', 'stood', 'stooges', 'stool', 'stools', 'stop', 'stopped', 'stops', 'store', 'store-bought', 'stored', 'stores', 'stories', 'storms', 'story', 'straight', 'straighten', 'strain', 'straining', 'strains', 'stranger:', 'strangles', 'strap', 'strategizing', 'strategy', 'strawberry', 'street', 'streetcorner', 'streetlights', 'stretch', 'stretches', 'strictly', 'string', 'stripe', 'stripes', 'strips', 'strokkur', 'strolled', 'strong', 'strongly', 'struggling', 'stu', 'stuck', 'student', 'studied', 'studio', 'stuff', 'stumble', 'stunned', 'stupid', 'stupidest', 'stupidly', 'sturdy', 'suave', 'sub-monkeys', 'subject', 'subscriptions', 'suburban', 'successful', 'such', 'suck', 'sucked', 'sucker', 'sucking', 'sucks', 'sudden', 'suddenly', 'sudoku', 'suds', 'sue', 'sued', 'suffering', 'sugar', 'sugar-free', 'sugar-me-do', 'suicide', 'suing', 'suit', 'suits', 'sumatran', 'summer', "summer's", 'sun', 'sunday', 'sunglasses', 'sunk', 'sunny', 'super', 'super-genius', 'super-nice', 'super-tough', 'superdad', 'superhero', 'superior', 'supermarket', 'supermodel', 'superpower', 'supervising', 'supply', 'supplying', 'support', 'supports', 'suppose', 'supposed', 'supreme', 'sure', 'surgeonnn', 'surgery', 'surprise', 'surprised', 'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 'thrilled', 'throat', 'throats', 'through', 'throw', 'throwing', 'thrown', 'throws', 'thru', 'thrust', 'thumb', 'thunder', 'tick', 'ticket', 'tickets', 'ticks', 'tidy', 'tie', 'tied', 'tiger', 'tigers', 'tight', 'till', 'timbuk-tee', 'time', "time's", 'times', 'tin', 'tinkle', "tinklin'", 'tiny', 'tip', 'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.89020422e-05 1.09298082e-09 1.13267251e-09 ..., 2.21621085e-04 9.94373472e-10 1.22029009e-09] ['of'] of vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 'accurate', 'accusing', 'achebe', 'achem', 'acquaintance', 'acquitted', 'acronyms', 'across', 'act', 'acting', 'action', 'activity', 'actor', 'actors', 'actress', 'actually', 'ad', 'add', 'addiction', 'additional-seating-capacity', 'address', 'adeleine', 'adequate', 'adjourned', 'adjust', 'administration', 'admiration', 'admirer', 'admiring', 'admit', 'admitting', 'adopted', 'adrift', 'ads', 'adult', 'adult_bart:', 'advance', 'advantage', 'adventure', 'advertise', 'advertising', 'advice', 'aer', 'aerosmith', 'aerospace', 'affectations', 'affection', 'affects', 'afford', 'afloat', 'afraid', 'africa', 'african', 'africanized', 'after', 'afterglow', 'afternoon', 'again', 'against', 'age', 'aged', 'aged_moe:', 'agency', 'agent', 'agent_johnson:', 'agent_miller:', 'agents', 'aggie', 'aggravated', 'aggravazes', 'agh', 'aghast', 'aging', 'agnes_skinner:', 'ago', 'agree', 'agreement', 'ah', 'ah-ha', 'ahead', 'ahem', 'ahh', 'ahhh', 'ahhhh', 'aid', 'aiden', 'aidens', 'ails', 'aims', "ain't", 'air', 'airport', 'aisle', 'al', 'al_gore:', 'alarm', 'albeit', 'albert', 'alcohol', 'alcoholic', 'alcoholism', 'ale', 'alec_baldwin:', 'alfalfa', 'alfred', 'ali', 'alibi', 'alien', 'alive', 'alky', 'all', 'all-all-all', 'all-american', 'all-star', 'all:', 'allegiance', 'alley', 'allow', 'allowance', 'allowed', 'alls', 'alma', 'almond', 'almost', 'alone', 'along', 'alpha-crow', 'alphabet', 'already', 'alright', 'also', 'alter', 'alternative', 'although', 'alva', 'always', 'am', 'amanda', 'amazed', 'amazing', 'amber', 'amber_dempsey:', 'ambrose', 'ambrosia', 'amends', 'america', "america's", 'american', 'americans', 'amiable', 'amid', 'amnesia', 'amount', 'amused', 'an', 'anarchy', 'ancestors', 'ancient', 'and', 'and-and', 'and/or', 'and:', 'andalay', 'anderson', 'andrew', 'andy', 'angel', 'anger', 'angrily', 'angry', 'anguished', 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'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.54599419e-07 3.17266075e-11 3.32636627e-11 ..., 9.93478443e-06 3.12505855e-11 3.29636596e-11] ['just'] just vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', 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'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.42026788e-03 6.15144131e-07 6.15259069e-07 ..., 8.50981723e-06 4.92718698e-07 5.91011030e-07] ['on'] on vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 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'sunny', 'super', 'super-genius', 'super-nice', 'super-tough', 'superdad', 'superhero', 'superior', 'supermarket', 'supermodel', 'superpower', 'supervising', 'supply', 'supplying', 'support', 'supports', 'suppose', 'supposed', 'supreme', 'sure', 'surgeonnn', 'surgery', 'surprise', 'surprised', 'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 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'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.91486976e-05 9.57535295e-09 8.60576499e-09 ..., 3.35352193e-03 7.31865102e-09 9.28175847e-09] ['||question_mark||'] ||question_mark|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 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'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 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'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.30672367e-06 5.92031903e-13 5.62586382e-13 ..., 7.47170592e-09 3.94123427e-13 5.36699808e-13] ['||return||'] ||return|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 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'superpower', 'supervising', 'supply', 'supplying', 'support', 'supports', 'suppose', 'supposed', 'supreme', 'sure', 'surgeonnn', 'surgery', 'surprise', 'surprised', 'surprised/thrilled', 'surprising', 'suru', 'survive', 'susie-q', 'suspect', 'suspended', 'suspenders', 'suspicious', 'suspiciously', 'sustain', 'swallowed', 'swamp', 'swan', 'swatch', 'swe-ee-ee-ee-eet', 'swear', 'sweat', 'sweater', 'sweaty', 'sweden', 'sweet', 'sweeter', 'sweetest', 'sweetheart', 'sweetie', 'sweetly', 'swell', 'swelling', 'swig', 'swigmore', 'swill', 'swimmers', 'swimming', 'swine', 'swings', "swishifyin'", 'swishkabobs', 'switch', 'switched', 'swooning', 'sympathetic', 'sympathizer', 'sympathy', 'symphonies', 'syndicate', 'synthesize', 'syrup', 'system', 'szyslak', 't-shirt', 'tab', "tab's", 'table', "table's", 'tablecloth', 'tabooger', 'tabs', 'tactful', 'tail', 'take', 'take-back', 'takeaway', 'taken', 'takes', "takin'", 'taking', 'tale', 'talk', 'talk-sings', 'talkative', 'talked', 'talkers', "talkin'", 'talking', 'tall', 'tang', 'tank', 'tanked-up', 'tanking', 'tap', "tap-pullin'", 'tape', 'tapered', 'tapestry', 'tapping', 'taps', 'tar-paper', 'tasimeter', 'taste', 'tastes', 'tasty', 'tatum', "tatum'll", 'taught', 'taunting', 'tavern', 'tax', 'taxes', 'taxi', 'taylor', 'teach', 'teacher', 'teacup', 'team', "team's", 'teams', 'tear', 'tearfully', 'tears', 'tease', 'technical', 'teddy', 'tee', 'teen', 'teenage', 'teenage_barney:', 'teenage_bart:', 'teenage_homer:', 'teeth', 'telegraph', 'telemarketing', 'telephone', 'television', 'tell', "tellin'", 'telling', 'tells', 'temp', 'temper', 'temple', 'temples', 'temporarily', 'tempting', 'ten', 'tender', 'tenor:', 'tense', 'tentative', 'tenuous', 'teriyaki', 'term', 'terminated', 'terrace', 'terrible', 'terrific', 'terrified', 'terrifying', 'territorial', 'terror', 'terrorizing', 'test', 'test-', 'test-lady', 'tester', "tester's", 'testing', 'texan', 'texas', 'text', 'th', 'th-th-th-the', 'tha', 'than', 'thank', 'thankful', 'thanking', 'thanks', 'thanksgiving', 'that', "that'd", "that'll", "that's", 'thawing', 'the', 'the_edge:', 'the_rich_texan:', 'theatah', 'theater', 'theatrical', 'their', 'them', 'theme', 'themselves', 'then', 'then:', 'theory', 'therapist', 'therapy', 'there', "there's", 'therefore', 'thesaurus', 'these', 'they', "they'd", "they'll", "they're", "they've", 'thighs', 'thing', "thing's", 'thing:', 'things', 'think', "thinkin'", 'thinking', 'thinks', 'third', 'thirsty', 'thirteen', 'thirty', 'thirty-five', 'thirty-nine', 'thirty-thousand', 'thirty-three', 'this', "this'll", 'this:', 'thnord', 'thomas', 'thorn', 'thorough', 'those', 'though', 'though:', 'thought', 'thought_bubble_homer:', 'thought_bubble_lenny:', 'thoughtful', 'thoughtfully', 'thoughtless', 'thoughts', 'thousand', 'thousand-year', 'thousands', 'threatening', 'three', 'three-man', 'threw', 'thrilled', 'throat', 'throats', 'through', 'throw', 'throwing', 'thrown', 'throws', 'thru', 'thrust', 'thumb', 'thunder', 'tick', 'ticket', 'tickets', 'ticks', 'tidy', 'tie', 'tied', 'tiger', 'tigers', 'tight', 'till', 'timbuk-tee', 'time', "time's", 'times', 'tin', 'tinkle', "tinklin'", 'tiny', 'tip', 'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.80563693e-05 2.02313046e-08 1.78088975e-08 ..., 1.18693333e-05 1.73600938e-08 2.03430570e-08] ['moe_szyslak:'] moe_szyslak: vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 'accurate', 'accusing', 'achebe', 'achem', 'acquaintance', 'acquitted', 'acronyms', 'across', 'act', 'acting', 'action', 'activity', 'actor', 'actors', 'actress', 'actually', 'ad', 'add', 'addiction', 'additional-seating-capacity', 'address', 'adeleine', 'adequate', 'adjourned', 'adjust', 'administration', 'admiration', 'admirer', 'admiring', 'admit', 'admitting', 'adopted', 'adrift', 'ads', 'adult', 'adult_bart:', 'advance', 'advantage', 'adventure', 'advertise', 'advertising', 'advice', 'aer', 'aerosmith', 'aerospace', 'affectations', 'affection', 'affects', 'afford', 'afloat', 'afraid', 'africa', 'african', 'africanized', 'after', 'afterglow', 'afternoon', 'again', 'against', 'age', 'aged', 'aged_moe:', 'agency', 'agent', 'agent_johnson:', 'agent_miller:', 'agents', 'aggie', 'aggravated', 'aggravazes', 'agh', 'aghast', 'aging', 'agnes_skinner:', 'ago', 'agree', 'agreement', 'ah', 'ah-ha', 'ahead', 'ahem', 'ahh', 'ahhh', 'ahhhh', 'aid', 'aiden', 'aidens', 'ails', 'aims', "ain't", 'air', 'airport', 'aisle', 'al', 'al_gore:', 'alarm', 'albeit', 'albert', 'alcohol', 'alcoholic', 'alcoholism', 'ale', 'alec_baldwin:', 'alfalfa', 'alfred', 'ali', 'alibi', 'alien', 'alive', 'alky', 'all', 'all-all-all', 'all-american', 'all-star', 'all:', 'allegiance', 'alley', 'allow', 'allowance', 'allowed', 'alls', 'alma', 'almond', 'almost', 'alone', 'along', 'alpha-crow', 'alphabet', 'already', 'alright', 'also', 'alter', 'alternative', 'although', 'alva', 'always', 'am', 'amanda', 'amazed', 'amazing', 'amber', 'amber_dempsey:', 'ambrose', 'ambrosia', 'amends', 'america', "america's", 'american', 'americans', 'amiable', 'amid', 'amnesia', 'amount', 'amused', 'an', 'anarchy', 'ancestors', 'ancient', 'and', 'and-and', 'and/or', 'and:', 'andalay', 'anderson', 'andrew', 'andy', 'angel', 'anger', 'angrily', 'angry', 'anguished', 'animals', 'annie', 'anniversary', 'announcer:', 'annoyed', 'annoying', 'annual', 'annus', 'anonymous', 'another', 'answer', 'answered', 'answering', 'answers', 'anthony_kiedis:', 'anti-crime', 'anti-intellectualism', 'anti-lock', 'anxious', 'any', 'anybody', 'anyhoo', 'anyhow', 'anymore', 'anyone', 'anything', 'anyway', 'anywhere', 'apart', 'apartment', 'ape-like', 'apology', 'app', 'appalled', 'appealing', 'appeals', 'appear', 'appearance-altering', 'appendectomy', 'applesauce', 'applicant', 'application', 'apply', 'appointment', 'appreciate', 'appreciated', 'appropriate', 'approval', 'apron', 'apu', 'apu_nahasapeemapetilon:', 'apulina', 'aquafresh', 'arab_man:', 'arabs', 'archaeologist', 'are', "aren't", "aren'tcha", 'argue', 'arguing', 'arimasen', 'arise', "aristotle's", 'aristotle:', 'arm', 'arm-pittish', 'arms', 'army', 'around', 'arrange', 'arrest', 'arrested:', 'arrived', 'arse', 'art', 'artie', 'artie_ziff:', 'artist', 'arts', 'as', 'ashamed', 'ashtray', 'aside', 'ask', 'asked', "askin'", 'asking', 'asks', 'asleep', 'ass', 'assassination', 'assent', 'assert', 'asses', 'assistant', 'associate', 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'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.32623608e-06 2.05206255e-10 2.66391159e-10 ..., 1.49603102e-05 2.09131892e-10 2.56002691e-10] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.66948955e-05 2.64764044e-10 2.92865926e-10 ..., 3.42122121e-06 2.13130971e-10 3.49489243e-10] ['look'] look vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', 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'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 8.81036613e-06 6.77264061e-12 7.26844973e-12 ..., 5.47822611e-03 6.33293548e-12 7.08291195e-12] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.02915510e-07 5.51915291e-10 5.29252309e-10 ..., 2.57536243e-07 4.51791271e-10 4.85185947e-10] ['liser'] liser vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.13694085e-04 2.20137975e-09 2.12556728e-09 ..., 3.60181002e-04 2.02360884e-09 2.38221642e-09] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.04376524e-09 3.61671370e-12 3.75410770e-12 ..., 3.89224226e-08 3.58085588e-12 3.87870985e-12] ['always'] always vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', 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'||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.46904708e-05 4.21839701e-08 5.08682909e-08 ..., 1.98403795e-04 4.35111609e-08 4.25728430e-08] ['medicine'] medicine vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 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'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.61086713e-05 1.34250644e-09 1.39835754e-09 ..., 8.09608828e-05 1.06338427e-09 1.44661760e-09] ['down'] down vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 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'tips', 'tipsy', 'tire', 'tired', 'title', 'title:', 'to', 'toasting', 'tobacky', 'today', "today's", 'today/', 'toe', 'tofu', 'together', 'togetherness', 'toilet', 'tokens', 'told', 'toledo', 'tolerable', 'tolerance', 'tom', 'tomahto', 'tomato', 'tomatoes', 'tommy', 'tomorrow', "tomorrow's", 'toms', 'ton', 'tones', 'tongue', 'tonic', 'tonight', "tonight's", 'tons', 'tony', "tony's", 'too', 'took', "toot's", 'tooth', "tootin'", 'top', 'torn', 'tornado', 'toss', 'total', 'totalitarians', 'totally', 'touch', 'touchdown', 'touched', 'touches', 'tough', 'tourist', 'tow', 'tow-joes', 'tow-talitarian', 'toward', 'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 'twelve-step', 'twelveball', 'twentieth', 'twenty', 'twenty-five', 'twenty-four', 'twenty-nine', 'twenty-six', 'twenty-two', 'twerpy', 'twice', 'twin', 'twins', 'two', 'two-drink', 'two-thirds-empty', 'tying', 'type', 'typed', 'typing', 'tyson/secretariat', 'u', 'u2:', 'ugh', 'uglier', 'ugliest', 'ugliness', 'ugly', 'uh', 'uh-huh', 'uh-oh', 'uhhhh', 'ultimate', 'um', 'umm', 'ummmmmmmmm', 'un-sults', 'unable', 'unattended', 'unattractive', 'unavailable', 'unbelievable', 'unbelievably', 'uncle', 'uncomfortable', 'uncreeped-out', 'undated', 'under', 'underbridge', 'undermine', 'underpants', 'understand', 'understanding', 'understood', 'understood:', 'underwear', 'undies', 'unearth', 'uneasy', 'unexplained', 'unfair', 'unfamiliar', 'unforgettable', 'unfortunately', 'unfresh', 'ungrateful', 'unhappy', 'unhook', 'uniforms', 'uninhibited', 'unintelligent', 'unison', 'united', 'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.15746772e-03 3.81260623e-09 3.72604214e-09 ..., 8.65808979e-05 3.07826964e-09 4.16572465e-09] ['all'] all vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 'accurate', 'accusing', 'achebe', 'achem', 'acquaintance', 'acquitted', 'acronyms', 'across', 'act', 'acting', 'action', 'activity', 'actor', 'actors', 'actress', 'actually', 'ad', 'add', 'addiction', 'additional-seating-capacity', 'address', 'adeleine', 'adequate', 'adjourned', 'adjust', 'administration', 'admiration', 'admirer', 'admiring', 'admit', 'admitting', 'adopted', 'adrift', 'ads', 'adult', 'adult_bart:', 'advance', 'advantage', 'adventure', 'advertise', 'advertising', 'advice', 'aer', 'aerosmith', 'aerospace', 'affectations', 'affection', 'affects', 'afford', 'afloat', 'afraid', 'africa', 'african', 'africanized', 'after', 'afterglow', 'afternoon', 'again', 'against', 'age', 'aged', 'aged_moe:', 'agency', 'agent', 'agent_johnson:', 'agent_miller:', 'agents', 'aggie', 'aggravated', 'aggravazes', 'agh', 'aghast', 'aging', 'agnes_skinner:', 'ago', 'agree', 'agreement', 'ah', 'ah-ha', 'ahead', 'ahem', 'ahh', 'ahhh', 'ahhhh', 'aid', 'aiden', 'aidens', 'ails', 'aims', "ain't", 'air', 'airport', 'aisle', 'al', 'al_gore:', 'alarm', 'albeit', 'albert', 'alcohol', 'alcoholic', 'alcoholism', 'ale', 'alec_baldwin:', 'alfalfa', 'alfred', 'ali', 'alibi', 'alien', 'alive', 'alky', 'all', 'all-all-all', 'all-american', 'all-star', 'all:', 'allegiance', 'alley', 'allow', 'allowance', 'allowed', 'alls', 'alma', 'almond', 'almost', 'alone', 'along', 'alpha-crow', 'alphabet', 'already', 'alright', 'also', 'alter', 'alternative', 'although', 'alva', 'always', 'am', 'amanda', 'amazed', 'amazing', 'amber', 'amber_dempsey:', 'ambrose', 'ambrosia', 'amends', 'america', "america's", 'american', 'americans', 'amiable', 'amid', 'amnesia', 'amount', 'amused', 'an', 'anarchy', 'ancestors', 'ancient', 'and', 'and-and', 'and/or', 'and:', 'andalay', 'anderson', 'andrew', 'andy', 'angel', 'anger', 'angrily', 'angry', 'anguished', 'animals', 'annie', 'anniversary', 'announcer:', 'annoyed', 'annoying', 'annual', 'annus', 'anonymous', 'another', 'answer', 'answered', 'answering', 'answers', 'anthony_kiedis:', 'anti-crime', 'anti-intellectualism', 'anti-lock', 'anxious', 'any', 'anybody', 'anyhoo', 'anyhow', 'anymore', 'anyone', 'anything', 'anyway', 'anywhere', 'apart', 'apartment', 'ape-like', 'apology', 'app', 'appalled', 'appealing', 'appeals', 'appear', 'appearance-altering', 'appendectomy', 'applesauce', 'applicant', 'application', 'apply', 'appointment', 'appreciate', 'appreciated', 'appropriate', 'approval', 'apron', 'apu', 'apu_nahasapeemapetilon:', 'apulina', 'aquafresh', 'arab_man:', 'arabs', 'archaeologist', 'are', "aren't", "aren'tcha", 'argue', 'arguing', 'arimasen', 'arise', "aristotle's", 'aristotle:', 'arm', 'arm-pittish', 'arms', 'army', 'around', 'arrange', 'arrest', 'arrested:', 'arrived', 'arse', 'art', 'artie', 'artie_ziff:', 'artist', 'arts', 'as', 'ashamed', 'ashtray', 'aside', 'ask', 'asked', "askin'", 'asking', 'asks', 'asleep', 'ass', 'assassination', 'assent', 'assert', 'asses', 'assistant', 'associate', 'assume', 'assumed', 'astonishment', 'astrid', 'astronaut', 'astronauts', 'at', 'atari', 'ate', 'atlanta', 'attach', 'attached', 'attack', 'attempting', 'attend', 'attention', 'attitude', 'attracted', 'attraction', 'attractive', 'attractive_woman_#1:', 'attractive_woman_#2:', 'au', 'audience', 'audience:', 'augustus', 'aunt', 'authenticity', 'author', 'authorized', 'automobiles', 'available', 'avalanche', 'avec', 'avenue', 'average', 'average-looking', 'aw', 'awake', 'awareness', 'away', 'awe', 'awed', 'awesome', 'awful', 'awfully', 'awkward', 'awkwardly', 'aww', 'awww', 'awwww', 'ayyy', 'aziz', 'b', "b-52's:", 'b-day', 'babar', 'babe', 'babies', 'baby', 'bachelor', 'bachelorette', 'bachelorhood', 'back', 'backbone', 'backgammon', 'background', 'backing', 'backward', 'backwards', 'bad', 'bad-mouth', 'badge', 'badges', 'badly', 'badmouth', 'badmouths', 'bag', 'bagged', 'bags', 'bail', 'bake', 'bald', 'ball', "ball's", 'ball-sized', 'ballclub', 'balloon', 'ballot', 'balls', 'baloney', 'bam', 'band', 'bank', 'banks', 'banned', 'bannister', 'banquet', 'banquo', 'bar', "bar's", 'bar-boy', 'bar:', 'bar_rag:', 'barbara', 'barbed', 'barber', 'barely', 'barf', 'barflies', 'barflies:', 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.47947489e-04 9.43226368e-08 8.98804515e-08 ..., 6.97705522e-02 7.78465008e-08 1.03023687e-07] ['break'] break vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.01127551e-07 2.74591851e-12 2.49137560e-12 ..., 6.13087514e-06 2.72653536e-12 3.10255489e-12] ['down'] down vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 8.27837709e-07 5.55510672e-12 4.93598218e-12 ..., 6.83550956e-04 4.55237714e-12 5.76566486e-12] ['be'] be vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', 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'towed', 'town', "town's", 'toxins', 'toy', 'toys', 'tracks', 'trade', 'tradition', 'traditions', 'traffic', 'tragedy', 'trail', 'train', 'trainers', 'training', 'traitor', 'traitors', "tramp's", 'transfer', 'transmission', 'transylvania', 'trapped', 'trapping', 'trash', 'trashed', 'travel', 'treasure', 'treat', "treatin'", 'treats', 'tree', "tree's", 'tree_hoper:', 'treehouse', 'trees', 'tremendous', 'trench', 'trenchant', 'triangle', 'tribute', 'trick', 'tried', 'tries', 'trip', 'triple-sec', 'triumphantly', 'trivia', 'troll', 'trolls', 'tropical', 'trouble', 'troubles', 'troy', 'troy:', 'troy_mcclure:', 'truck', 'truck_driver:', 'trucks', 'true', 'trunk', 'trust', 'trusted', 'trustworthy', 'truth', 'try', "tryin'", 'trying', 'tsk', 'tsking', 'tubman', 'tuborg', 'tummies', 'tuna', 'tune', 'turkey', 'turlet', 'turn', 'turned', 'turning', 'turns', 'tv', "tv'll", "tv's", 'tv-station_announcer:', 'tv_announcer:', 'tv_daughter:', 'tv_father:', 'tv_husband:', 'tv_wife:', 'twelve', 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'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 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'||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.10117232e-05 2.52954480e-09 2.00349781e-09 ..., 2.89411197e-04 1.94205296e-09 2.31480324e-09] ['to'] to vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 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'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.48177850e-04 2.43435885e-08 1.99570778e-08 ..., 2.32051457e-06 2.01556531e-08 1.95237586e-08] ['right'] right vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.31089240e-04 5.30496571e-08 4.25871853e-08 ..., 1.98979978e-05 3.16232480e-08 4.37785985e-08] ['||exclamation_mark||'] ||exclamation_mark|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', 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'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.07045119e-07 1.60621915e-11 1.54161892e-11 ..., 3.64523839e-06 1.54987412e-11 1.67834670e-11] ['||return||'] ||return|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.25620680e-06 4.02373246e-10 3.72138653e-10 ..., 2.04546141e-05 2.83647605e-10 3.53290702e-10] ['||return||'] ||return|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.95467521e-06 4.49921966e-09 4.60944882e-09 ..., 1.12028373e-03 4.38401093e-09 4.74205475e-09] ['homer_simpson:'] homer_simpson: vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.45901096e-05 5.11643634e-07 5.18533568e-07 ..., 2.99414933e-05 4.99704242e-07 4.83495512e-07] ['gee'] gee vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', 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'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.53866577e-04 1.29054794e-08 1.24258577e-08 ..., 2.30842433e-03 1.10169358e-08 1.22840227e-08] ['||exclamation_mark||'] ||exclamation_mark|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', 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'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 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'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.75822822e-04 6.00410104e-08 5.19691490e-08 ..., 5.26341517e-03 4.54774174e-08 4.65498466e-08] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 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'||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 6.97580108e-05 2.92028979e-08 2.82895769e-08 ..., 2.28942990e-05 2.45682390e-08 3.40125617e-08] ['||quotation_mark||'] ||quotation_mark|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 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'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.15546790e-07 2.54759998e-11 2.06265283e-11 ..., 1.41777834e-02 1.96607713e-11 2.23243021e-11] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 3.48301364e-05 3.76156972e-09 3.43626838e-09 ..., 1.32291601e-03 3.65114849e-09 3.60209906e-09] ['schizophrenia'] schizophrenia vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', 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'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 7.26360076e-06 4.44349585e-10 4.33520081e-10 ..., 1.19050068e-03 3.87052945e-10 4.02135325e-10] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', 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'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 9.39474285e-06 4.62996828e-11 4.06137242e-11 ..., 6.44045533e-04 3.45277661e-11 5.05885750e-11] ['not'] not vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', 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'||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.09364509e-05 9.05719375e-08 9.70583756e-08 ..., 3.53021343e-04 7.90381876e-08 8.82119977e-08] ['outlook'] outlook vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 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'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.14135445e-06 3.43405260e-09 3.10709836e-09 ..., 1.89321345e-05 2.81094037e-09 3.67439701e-09] ['cute'] cute vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 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'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.65962532e-04 4.07870182e-08 3.55577718e-08 ..., 1.08418870e-03 3.63307358e-08 4.15248884e-08] ['with'] with vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", 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'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.30972694e-04 1.48364721e-09 1.15001941e-09 ..., 6.90349339e-07 1.12900067e-09 1.47285384e-09] ['with'] with vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 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'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 6.07148744e-04 1.78468520e-06 1.81566043e-06 ..., 1.10795104e-03 1.71939018e-06 1.85382089e-06] ['still'] 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"yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.82519816e-05 2.70033382e-08 2.92597306e-08 ..., 5.83735455e-05 2.13783142e-08 2.54716745e-08] ['woo'] woo vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', 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'universe', 'unjustly', 'unkempt', 'unless', 'unlike', 'unlocked', 'unlucky', 'unrelated', 'unsafe', 'unsanitary', 'unsourced', 'until', 'unusual', 'unusually', 'up', 'up-bup-bup', 'upbeat', 'updated', 'upgrade', 'upn', 'upon', 'upset', 'upsetting', 'ura', 'urban', 'urge', 'urinal', 'urine', 'us', 'use', 'used', 'uses', "usin'", 'using', 'usual', 'usually', 'utensils', 'utility', 'vacation', 'vacations', 'vacuum', "valentine's", 'valley', 'valuable', 'value', 'vampire', 'vampires', 'van', 'vance', 'vanities', 'various', 'vegas', 'vehicle', 'vengeance', 'vengeful', 'venom', 'ventriloquism', 'venture', 'verdict', 'vermont', 'versus', 'verticality', 'very', 'vestigial', 'veteran', 'veux', 'vicious', 'victim', 'victorious', 'victory', 'video', 'videotaped', 'view', 'vigilante', 'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 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'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 1.00859115e-03 4.66866851e-07 4.78637958e-07 ..., 3.66523000e-03 4.32082373e-07 4.78904610e-07] ['to'] to vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 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'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.44129284e-04 1.97338906e-07 1.89038374e-07 ..., 4.51318861e-04 1.73862404e-07 1.86460781e-07] ['turned'] turned vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 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'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 8.46826646e-04 5.20845958e-07 5.16036266e-07 ..., 7.90283608e-04 4.61500321e-07 5.18319837e-07] ['steaming'] steaming vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", 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"you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.21560413e-06 3.12032311e-09 3.07836401e-09 ..., 2.26367575e-07 2.49685606e-09 2.94730618e-09] ['up'] up vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', 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'village', 'villanova', 'vin', 'vincent', 'violations', 'violin', 'virile', 'virility', 'virtual', 'visas', 'viva', 'vodka', 'voice', 'voice:', 'voice_on_transmitter:', 'voicemail', 'volunteer', 'vomit', 'voodoo', 'vote', 'voted', 'voters', 'voyager', 'vulgar', 'vulnerable', 'w', 'w-a-3-q-i-zed', 'wa', 'wacky', 'wad', 'wade_boggs:', 'wage', 'wagering', 'waist', 'wait', "wait'll", "waitin'", 'waitress', 'wake', 'wakede', 'waking-up', 'walk', 'walked', 'walking', 'walks', 'wall', 'wallet', "wallet's", 'wally', 'wally:', 'walther', 'walther_hotenhoffer:', 'waltz', 'wang', 'wangs', 'wanna', 'want', 'wantcha', 'wanted', 'wants', 'war', 'warily', 'warm_female_voice:', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warranty', 'warren', 'wars', 'was', 'wash', 'washed', 'washer', "washin'", 'washouts', "wasn't", 'waste', 'wasted', 'wasting', 'watashi', 'watch', 'watched', "watchin'", 'watching', 'water', 'watered', 'watered-down', 'waterfront', 'waters', 'watt', 'wave', 'way', 'way:', 'waylon', 'waylon_smithers:', 'wayne', 'wayne:', 'ways', 'wazoo', 'we', "we'd", "we'll", "we're", "we've", 'we-we-we', 'weak', 'wealthy', 'weapon', 'wear', "wearin'", 'wearing', 'wears', 'weary', 'weather', 'website', 'wedding', 'wednesday', 'week', 'weekend', 'weekly', 'weeks', 'weep', 'weight', 'weird', 'weirded-out', 'weirder', 'welcome', 'well', 'well-wisher', 'wells', 'wenceslas', 'went', 'were', "weren't", 'west', 'western', 'wh', 'wha', 'whaaa', 'whaaaa', 'whaddaya', 'whaddya', 'whale', 'wham', 'what', "what'd", "what'll", "what're", "what's", "what'sa", 'what-for', 'whatcha', 'whatchacallit', 'whatchamacallit', 'whatever', 'whatsit', 'whee', 'wheeeee', 'wheel', 'wheels', 'when', "when's", 'when-i-get-a-hold-of-you', 'whenever', 'where', "where'd", "where's", 'whether', 'which', 'while', 'whim', 'whining', 'whiny', 'whip', 'whirlybird', 'whisper', 'whispered', 'whispers', 'whistles', 'whistling', 'white', 'white_rabbit:', 'who', "who'da", "who'll", "who's", 'who-o-oa', 'whoa', 'whoa-ho', 'whoever', 'whole', 'wholeheartedly', 'whoo', 'whoopi', 'whoops', 'whose', 'whup', 'why', 'wide', 'widow', 'wiener', 'wieners', 'wienerschnitzel', 'wife', "wife's", 'wife-swapping', 'wiggle', 'wiggle-frowns', 'wiggum', 'wigs', 'wikipedia', 'wild', 'wildest', 'wildfever', 'will', 'william', 'williams', 'willing', 'willy', 'win', 'winces', 'winch', 'wind', 'winded', 'windelle', 'windex', 'window', 'windowshade', 'windshield', 'wine', 'wing', 'wings', 'winks', 'winner', 'winning', 'winnings', "wino's", 'wins', 'winston', 'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 5.45281982e-05 6.56212462e-09 6.19479001e-09 ..., 5.17109902e-06 5.06320097e-09 6.86822554e-09] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', 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'||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 9.10756717e-05 1.33887479e-08 1.57676787e-08 ..., 5.15440255e-02 1.10426894e-08 1.60848650e-08] ['||comma||'] ||comma|| vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 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'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 2.93516268e-06 1.94139260e-09 1.62712033e-09 ..., 5.70683005e-06 1.53430690e-09 1.78808890e-09] ['i'] i vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 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'wipe', 'wipes', 'wiping', 'wire', 'wisconsin', 'wise', 'wish', 'wish-meat', 'wishes', 'wishful', 'wishing', 'wistful', 'witches', 'with', 'without', 'without:', 'wittgenstein', 'witty', 'wizard', 'wobble', 'wobbly', 'woe:', 'wok', 'wolfcastle', 'wolfe', 'wolverines', 'wolveriskey', 'woman', 'woman:', 'woman_bystander:', 'womb', 'women', 'won', "won't", 'wonder', 'wondered', 'wonderful', "wonderin'", 'wondering', 'woo', 'woo-hoo', 'wood', 'woodchucks', 'wooden', 'wooooo', 'woooooo', 'woozy', 'word', 'wordloaf', 'words', 'wore', 'work', 'worked', 'workers', "workin'", 'working', 'works', 'world', "world's", 'world-class', 'worldly', 'worldview', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'would', 'woulda', "wouldn't", "wouldn't-a", 'wound', 'wounds', 'wow', 'wowww', 'wrap', 'wrapped', 'wraps', 'wreck', 'wrecking', 'wrestle', 'wrestling', 'write', 'writer:', 'writers', "writin'", 'writing', 'written', 'wrong', 'wrote', 'wudgy', 'wuss', 'wussy', 'x', 'x-men', 'xanders', 'xx', 'y', "y'know", "y'money's", "y'see", 'y-you', 'ya', "ya'", 'yak', 'yammering', 'yap', 'yard', 'yards', 'yawns', 'ye', 'yea', 'yeah', 'year', "year's", 'years', 'yee-ha', 'yee-haw', 'yell', 'yelling', 'yello', 'yellow', 'yellow-belly', 'yells', 'yelp', 'yep', 'yes', 'yesterday', "yesterday's", 'yet', 'yew', "yieldin'", 'yo', 'yogurt', 'yoink', 'yoo', 'you', "you'd", "you'll", "you're", "you've", 'you-need-man', 'young', 'young_barfly:', 'young_homer:', 'young_marge:', 'young_moe:', 'youngsters', 'your', 'yours', 'yourse', 'yourself', 'yourselves', 'youse', 'youth', 'youuu', 'yuh-huh', 'yup', 'zack', 'ze-ro', 'zeal', 'zero', 'ziff', 'ziffcorp', 'zinged', 'zone', 'zoomed', '||comma||', '||dash||', '||exclamation_mark||', '||left_parentheses||', '||period||', '||question_mark||', '||quotation_mark||', '||return||', '||right_parentheses||', '||semicolon||', 'à'] probabilities [ 4.72952195e-07 2.29284325e-09 1.60047942e-09 ..., 3.63185015e-09 1.47170809e-09 2.32360353e-09] ['knew'] knew vocab_list ['$42', '&', "'", "'bout", "'cause", "'cept", "'ceptin'", "'em", "'er", "'ere", "'evening", "'im", "'kay-zugg'", "'morning", "'n'", "'now", "'pu", "'roids", "'round", "'s", "'til", "'tis", "'topes", "'your", '-ry', '/', '/mr', '1-800-555-hugs', '100', '10:15', '14', '1895', '1973', '1979', '2', '21', '250', '2nd_voice_on_transmitter:', '3', '35', '3rd_voice:', '4x4', '50%', '50-60', '530', '6', '7-year-old_brockman:', '70', '7g', '8', '91', ':', '_babcock:', '_burns_heads:', '_eugene_blatz:', '_hooper:', '_julius_hibbert:', '_kissingher:', '_marvin_monroe:', '_montgomery_burns:', '_powers:', '_timothy_lovejoy:', '_zander:', 'a', 'a-a-b-b-a', 'a-b-', 'a-lug', 'aah', 'ab', 'abandon', 'abcs', 'abe', 'abercrombie', 'able', 'aboard', 'abolish', 'about', 'above', 'absentminded', 'absentmindedly', 'absolut', 'absolutely', 'absorbent', 'abusive', 'academy', 'accelerating', 'accent', 'accept', 'acceptance', 'accepting', 'access', 'accident', 'accidents', 'according', 'accounta', 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